{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy数组创建习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape:(2, 5)\n",
      "x0 content:\n",
      "[[1 1 1 1 1]\n",
      " [1 1 1 1 1]]\n",
      "x1 shape:(5, 2)\n",
      "x1 content:\n",
      "[[0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x0 = np.ones((2,5),dtype=int)\n",
    "x1 = np.zeros((5,2),dtype=int)\n",
    "strs = f'''\n",
    "x0 shape:{x0.shape}\n",
    "x0 content:\n",
    "{x0}\n",
    "x1 shape:{x1.shape}\n",
    "x1 content:\n",
    "{x1}\n",
    "'''\n",
    "print(strs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x2 = np.eye(100)\n",
    "plt.imshow(x2,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "x3 = np.arange(0,256,5)\n",
    "print(x3)\n",
    "plt.imshow([x3],cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "x4 = np.random.randint(0,51,size=100)\n",
    "x5 = np.random.randn(100)\n",
    "x6 = np.random.rand(100)\n",
    "plt.plot(x5)\n",
    "plt.plot(x6)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x7 = np.random.randint(0,256,size=(100,100))\n",
    "plt.imshow(x7,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "img = cv2.imread('dog.jpg', cv2.IMREAD_GRAYSCALE)\n",
    "img = img[500:1100,100:600]\n",
    "h,w = img.shape\n",
    "noise = np.random.randn(h,w)  *20\n",
    "noise_img = img + noise\n",
    "plt.imshow(noise_img,cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
